{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--BOOK_INFORMATION-->\n",
    "<img align=\"left\" style=\"padding-right:10px;\" src=\"figures/PHydro-cover-small.png\">\n",
    "*This is the Jupyter notebook version of the [Python in Hydrology](http://www.greenteapress.com/pythonhydro/pythonhydro.html) by Sat Kumar Tomer.*\n",
    "*Source code is available at [code.google.com](https://code.google.com/archive/p/python-in-hydrology/source).*\n",
    "\n",
    "*The book is available under the [GNU Free Documentation License](http://www.gnu.org/copyleft/fdl.html). If you have comments, corrections or suggestions, please send email to satkumartomer@gmail.com.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Pie Charts](07.03-Pie-Charts.ipynb) | [Contents](Index.ipynb) | [3D Plots](07.05-3D Plots.ipynb) >"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图像(JPEG,TIFF,PNG等有两种格式:灰度或RGB。`plt.imshow`可用于显示两种类型的图像。首先我们使用`imread`来从图片中读取数据，然后通过首先创建空数组来定义三维数据，然后指定RGB(红色，绿色，蓝色)顺序中每个波段数据。如果我们正在读取的图像在单个图像中有三个波段，那么`imread`将会提供数据作为三维度数组，并可直接使用。\n",
    "\n",
    "`imshow`用于使用插值算法类型绘制二维图形，以改变其默认插值类型。图7.7显示了使用`imshow`生成的二维地图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21f2224c4e0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21f22215a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "band2 = plt.imread('datas/band2.tif')\n",
    "band3 = plt.imread('datas/band3.tif')\n",
    "band4 = plt.imread('datas/band4.tif')\n",
    "\n",
    "foo = np.empty((band2.shape[0], band2.shape[1], 3))\n",
    "foo[:,:,2] = band2\n",
    "foo[:,:,1] = band3\n",
    "foo[:,:,0] = band4\n",
    "\n",
    "plt.imshow(foo, interpolation='nearest')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`pcolor`代表伪彩色，用于在绘制图形时增加数据的对比度。`colorbar`用于显示颜色地图。颜色地图类型通过使用`cmap`作为`pcolor`的输入来控制。图7.5显示了伪彩色图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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37qtwkW27vMuqSgHfNh/L17bdhEZ8nG6iE9wvIQumafRL3jQAHF16omksmZxJzovyO1PfsW8N0vvj3nxMe5eH60tZ6qNzeKpRwvD4boxs1gNGJNWgUSOuSiv8GIdPmsfpiiIXSO6Rz7sOAPq95zdJ8voOYZXC2wNoUlpIfnri/ABGS29dWUQh0Rj7r1mDk6t3YiSnVNaNNea+/6a7slOONK55/39Y05SsaaagFkb6xJkfgZdvcRlG1487NkrQl6XNl6VO46+rziGEqTbirgRO8l5c+2wv8Kz/Wvl+aaCrJMLXoHHMVRMkxeSg5vs14+yCK0kQbct2hVHN5YAynJpQUBEi7Fvy6ZLj5XUCBw6jeKDwjHq++RE/v+q6LcB4Y16DfVnhXB5JOGvZoSKC8NTQNqwYQmGE5XxvfG4Ep/vvxdGxE8W5B778DADg+NazWLhnQyHXm+jdhYtHgIV78k7edg9mEhLdkZCQkFBj1ELdsXT5DfbirR8r7asie4vN+dDpxEUxY09GdGA30Kn7E4L0ukOeskSnkx5x71dWUwHKqguZw1kqRaQCQzuXI0RvhCRvci58vFARXFdlbp57g6tLCORJU+5oXvF71rJDeGRxueoSnw9Pzbpv61ks+kCWJ/riTXfh4pHlTde+cM8GAMBlb7tnRqk7poWRDr2CuygICR8vHWojx9LOna4I0Tcx95/3E1JraOfS+ZOVdS4GmsRNGloNWuh1KIGRRKhvTecsHxC+kl3rxmZHJTXiJaxkkiQymkBD80xJ/xfu2dBkoIHGfeCV0AE06aflQ4z6BYCrTx6fUUY60R0JCQkJNUYtFg5j4QpA0Tw4V6IjrS/tPJc3qAWPtJufwtWv6zo6Dd+94ve46rl0Hm2/fKZZUy3vPVeIyOCVyfKqXa/kBPI2R1EOyJB0h1RL+MpXnT68A0eXnigdlx75zcdOYN9GKk+V6aRdqUiHx3fj6NIBjIrjvHAtX4SUnit52geLQrEjpXJWlGaUglcOfPkZXOjdhVl7ss/o5Ma9WMcSRtE18OrnQKPY7I3bG9GIdA+596x58jMFtaA7KOKQ0GpUXxVD53qd186pws92y6hWoVg6nSlPhrGHstvF9kX9EUKlvaiNK7w7lnetghDPzPtdsXpnE2ccm8+Zkh1xw7ToA8fx32//fQDNeZlldB+NwWsM8rnKa5fKEy2ikM9b0i+Xn9iMizfdVVAa2vw4qG85HwpuOblxL56/94sAgAV3vB0Aiu03XbELF48sL0LMO8FJv/6KxfaXV8TRHX/8lU2J7khISEhI0FFLTzqEVvJXxOTk0FAlWZHv/FbpEQ2h1K1S993uWD747k9I+RKTd8OXwCnkUWu5NWLybfhyYlAODfpbU1vI6im8rYs6oTSnj+++AwCa8i4TtcAX8jRP2eX5jq49p1I3ch7kEZOXLsPaCS51im9BlOdEobwp/E2CIBMr8fsNdGbhsJOetDHm0wDeDeBFa+31+b6PA/glAOcBfBtZUe6z+bEPA3g/gJ8AuNNa+wXf+DHVwrs6ASC+WnhIRRCiKDQjHmOE2zHUl4L6A3Anq4qB63OhHypBy2+hwWWYAL+hCGWWi0kqr1XbJuOxPiLfsUsiR3moyUhefmIzLvTu8krw+ByoL053SD7Yl3WPz43D90DkRpdyfISql7tA18fnLmmmTpbP6rCRfiuAlwHsZjby7QD+P2vtBWPM7wGAtfZDxpjlAB4EcCOAhQD+XwD/zFr7E2f/EUa6qxMA3Ea6qjHlaMWIt9o2ph+fpE1Dq55wuwubVRGTuc6VCtWlQ5ZweXMaYgyDKzMb7ZPghg/w866useSiF3nC5EEefOLOEv89a9mhJt0xN9I0d42X1trLOWrZ8bQMgBz8s5SfG43XWGhszi6oQXvrGcgTO7nkhp3IgtdpTtoYsxjA58lGimP/CsC/sdZuzJ1YWGs/lh/7AoAha+3/dPUd5KSttX8N4CWx74vW2gv55gSARfnftwJ4yFr7Y2vtdwAcRWawExISEmYqfg3AaP53L4C/Y8eO5/uc6IQE79cAfIZNYKLKBDTEJjVy0R9aOs8PP/x0Je+0HS/e1Y+ctw+x1I70lKdSwqfN9eUzt2Fk84PqeRnd0diWUW/UxpWoSONfqwaJyNf9QTTX1qPSVkDm4UoemjztCVHHb3TtuaJm4Prtc3DgO88U6TdX9YxgYmwAq6h8Vd4f97izfsrXU/KEx8p5mLlXTfOQ3ijnnktKlbXZtQ8cboylrQc0IhEHSudT6tKJfD7DPc3Ux7XP9ha0iBaNqV0nzXXFUIP/n4JUpfOMMQfY9n3W2vtiTjTGfATABQCUecQozbx0RltGup0JGGM2AdgEAPPml+14iKrQ4DOiMQuLrfbtQmwUXuz4kn6p0l8MP98JY+6OTtSTHklelrb5DzkkufPRH0R9xBpxekXneZp5nb+J8wM4uXEv5g/pUsFVPSOYYNI4WSPwQu+uhiEdL88lo34kr914AKzanumUCzrk2CHc2COkgOgv5YPet3VbU7Y6bpQl/y9zd/MMf/J8qkcoqSPXwui1u3ox77otWMXmOnF+oHiIUdg5ABxdOgAwjvoUtuW6bEwVTrdCrxhj3odsPW+NbfDKxwFczZotAnDS10/LEjw2gY2tTMBae5+1dqW1duUVc69qdRoJCQkJtYMx5p0APgTgFmvtD9mhzwH4FWPMK40xSwAsA7Df11dLnjSbQJ8ygT83xnwC2cJhcAIu+CR2rvahhcJO5O6IRZU3Ac37bDWK0Zdm1TeXdjzqVqkhjcYYHt9dVCnRwKtxrxubnbXNvTG5KCbTcZ4a2tbk6bokc9q2honzA8AQ/Z3PYdx7SvP1IlNHrAKaFA0Hn8g3xnfnCY6yzYtHlmPf0N4mRUmDnujH+u27VQUMbcs3Ee41U0QgV58AlJc6D04R+anlvZOLmhRVCWTRmqXUqri7VHmG00qnhrZluUF6yjUR6wJjzIMAbkJGixxHxl59GMArAYwZYwBgwlp7h7X2b40xDwM4hIyF+M2QsCJG3VFMAMALYgLfy5tNWGvvyNt/BBlPfQHAb1trR2WfEjESPA2xxiCG5miVCqkKlxGMmVuoXTvzCOmsXZGYVYyyi7bgkPmXuVGW51GSnoYBac777KM6NDqEv3ZrkNpo3i+FkbvUH0Cz/pjTBTIi7+ZjJ4pE91JSJ2V/ofJc0li7CtFyaAmaXImi5DbpyV10Cj0gqejvyOZDhdKFIi/p2g5855ki8hIAblnywdqpO7qJoCdtrb1N2f0pT/uPAvhoO5NKSEhISMhQq4jDTgSnTAfE5r/WzmlnEZOPFUtrdGLhk+Cruu2CVrmbqz9cqTipX1lSiut3NR2xD7G6aj4fl7cqq4OTt8gj/mS1bQkt2KOpfBbzdLmigqIb14tisrLaN9eInxrahrf03wtAf2vhhWrl/aF7wd965BuM67OQbzd11El3E7XIgtc791Xq/pBhaDW4JTbKsOoYMWNTn60GqcSM1Up/Ic48ph2VyoopYQWE6Q4AQF+zDIxQpawVjUfSNUCnEGS2NS3RfWwUnaQbeM3B4Z7MKNL1Xjg/G8PjI4Vqgvj2U6sb5bT4Q4Kqexf9oz8zsIwPb8qoN87ub98hzF96N04fzugGCh6hMl50PxrGcQSDT9wJ5FkKiYbi18jXE+gBU8y3qLW4pbgf1+7qLcLgs3Ea891/zZoiRzVYQA+QqoUnJCQkJNQItfCkAXe1Fdd2O/13Iszb13+VY92aT9U+YhcuOZrTjtL/jcUhwK3UANC0WCapjInzA04P2uXNcW9cFmddNT5S0j3z/0mlwVUFUrVQJamQ79zBvn6sGh/Bgfuz4qsXb7oLeK68sDiI/qL6ycUjjXPkfePX7cp7olEvp4a2NQrFjs3O6A5RtbyoZu7QrLsWKuXbh6Rb1o3Ndr4JDfb14xEAp7/QoEYG+/rViuozAbUx0iFDEcr81ulxYyP85PHYecU+gFqhRWIiNTupjCHEJudvekVmf5eDJ3KjlL/CSwOU/ch1I6FhdO25LMovN5ZkwOnHL3li5JI3bqg4T0wRhS46hNMTozhX5mzHMsqjiEB8rtnQD4/vxnD+9+Da3tI9cPHtstAAYWDXcjy++2xD0oeMYhhsbDbRHZk6o2EYZSAS0Kzq4MEu/PpPDW3DcE+DV6b2mpKGuHT6LgyPT30ptalELRYOZY1Dl+Y5ZDjbydRWFT7vUpuLS8rW7ZSiMYuU7cjotET9ZU+6GkIJlnz7fVVUXMc5XMbW5S1q5zWHdZf7kouWPB2nnCvQ8KypoABPXcqPU1IiKfEjyEVTeuDIeyfTicrr5qH7/C1Gq0nI+XxXQijeP19U5Jrqa5/tLc0lSfASEhISLnG8dv5rcPv//Zaotn/8lS5PJoDaetISMZ5eq3RIuzmSq0J61t1O0t8NmkiDTOQONHPEsiagBt/5AJwSPC04hYPoDSlzk+f75hKCa2w+Bw2SriCvlzxtXpkbaHjSVd4MePuY4BdKwsQR+syaKCMxFykJ5O1dbz3dSFX6z5ddb3d/4i+i2t54y/LkSZ848yMsYNux0W4hxJ4/2TprLWtdq1GFVTP6xSCm7qDWlidKAqAuZPm2YxP+N7hK3WBIaoEMzcTYQGnhEONlwyyN+KqeEZXndRkiDb7ow5LOGedKC3cT5wcwa9khp3GetexQ8Tfvj8+JG0G6B8Q5F/RCX4OaksmuSA4IuDlh+fnROfJzHEWeOzvnoOkBWUrUNNaYt6wPOdjXKFp7NWYWkgQvISEhocaoBd3hqnHoWwzTAix8lIEvCVErHno38zXHBtq0en4ImsfkWiAMeb++47ELgqHzYtKVUvvQ4iKHrKDtWjSUUXr8mAtazUHple7berbJky4CPMQ5VG2cvz3wPCK0MMkVOD7FhFZf0kUzuaDRFzFRhq6q5bSvEwuHie5oATGGidqEMr21ki86NsNeJ6IHQwhx8lVzbbcCV8krDa6kPS6lBq3iy1zFvC/62xda7VIwlHTS481J85vKZ7my6JHaIacEtHG1rHchXrp0Lj9nrLxv4Z4NTQmWmgrM5vTIW/rvxUjfoZKWeHTtuUL2pn0W867bgnVjjXJd/AFwdOkAVglJJC9pFYKmedcgy4oBeXTluC5JnIlIdEdCQkJCjVEbumPB7X80ZePHaomrHOftpoISCYFX4KjSXq66A/4V/5Bnzc/X+tNeeynpD9Ao4Mrb8ld0TU3i2qZ9vutyUTOEUAQiBy8nJVOVUnuX7lmOQ+fKauFyvjwdqLxuribhKVA1uIJZeApV6U0DDY+aj0VoRFeWz5GLr52oFj6d6I5kpFHm22JCpKscD/HjLnQyJL4qtIAVH3fpOldGxRGqcNTSOPF8zjI7mjSuNHaI8w5x4zwAxZdrWnLeXJEguVdpDLVAD1dGuVYgw7JlVrrQA00Gr2gIKXN4v/xBGwLRPjPVSCe6IyEhIaHGqM3CYacRmzToww8/3eQN+s7N0nH6KYJuhXh3CnKl3gfpQcmESJoCgLzpIi+GUhE8Btor/qw9h5BVHsq808G+hnfoSq4kvcKQVluWiuKv5dyTl57t8HhWeLbkjRaecvnaZJpUqh7Ow8Ah2miLqLGQqUqHx3fjwHeewcqcfqCq7YX3vraZOqJiuTQXGexCoekA1PDv7LtB93pn9Nxp8XSm4pKgO7oRMdjpgJKqCOX+qBJwUhVVEtnIV+QqRrgquKQMaPCeIcMVktARtIrXnDudz+ojUn++JEecIyZ5HM+1IUtGheYWupaq94LTMfJealGevlwe/H5w8HnzPmhcH7TcJ8DMizhMdEdCQkJCjTFtPOlupdfU2lYdq93gE4lW6I4q3m+M512looqv2Cs/ri3i+VDVM2+FCvDlt5DHtVf4kBLFV/5Keq4+BYdcBPXl3dCuTysYq6lvaJtydZPHe/CJO7Fi9c6ifNbI5kPBrIKyP8Cv7pBwLdLONE86plr4pwG8G8CL1trr831XAfgMgMUAjgF4j7X2jMlql98D4F0AfgjgdmvtU6FJuIy0K4ezq+5eKwn55Xmt8sGhB4MroZIcv9V5SPrDZ2RjAlViS2ABfgmdJusiSKOmRfhp8jiXYYmJQNQQSqcpVR6S8ghJ/DTkIsXzAAAgAElEQVRogTcafIFCvuhJF7VTJcESf8hIKeBgX1bNnMvl5MNN+yx53hOp8OBcv+8Bloy0bGDMWwG8DGA3M9K/D+Ala+0OY8wWAHOttR8yxrwLwAAyI/1mAPdYa98cmkSnJXityOiqet/tcODtFNWV+uZQeK8G3p764bXnXG0lQt4cHXMlJNKOy1BiLhvzaZCpPzmH04d3NBWr9XmvfF7a9cjFsliPVvYtoT2AyJv1QT5AOGSCJa1QLV2Llk+a42Pv+bmihiVBy1TnenOQnzVBe4Br3D6/NzPNSAc5aWvtXwN4Sey+FcAD+d8PAFjP9u+2GSYAzDHGLEBCQkJCQkuI4qSNMYsBfJ550mettXPY8TPW2rnGmM8D2GGtfTzf/xiAD1lrD/j675S6I1T9ZDLBPVWfF13Vg45B6DW6CpXh6h8IR9+FgkgIsTmIJeRx/jqtQeunireqzV1SAi6+3sUBh8bVrlHOSYMWkUjVXQi+QB8e5MKPcY9YC44J0SOERxb3lj4rmVNFA4090xIsddpIPwLgY8JIf9Ba+6TS5yYAmwDgsitf96ZFv/FfW76IyY7I4whpjl3HWw3LlnDRET7qQf44XRwvPy8W8ofH+4hNlESQUXK0L5Q43yUDCyEmOlLj82OuS7uPMZywC67jvgcGP05wSeRCEj/XegJvK3HzsRNFEieNs+Yh7docCZ2gO1YuNPbApri2Zhj1pjsceIFojPz/F/P9x1HOyb0IwEmtA2vtfdbaldbalZe92u39JCQkJMxktOpJfxzA99jC4VXW2g8aY24G8FtoLBzutNbeGOpfozuqRMVd6pCesuahhby50Guzr58QjaHNi8b0ydZkCaXRteeC3pzv2kJeNxU3lXI0Dln0VEPozakVxCpDqihYtM9OBtdIiZ9UurhKWGlBPxzyc7/52Ak8sri36Xp9c3e1nWmedIy640EANwGYB+AFAIMA9gF4GMBPA/gugF+21r6US/D+M4B3IpPg/WqIjwamPsFSCN2M7qs6PkEaOrmfQ/vC+/hknzY45hXep4vW+PIQ5xsLemV3qTlcmmGCS/rF5+Tj8zXqiatwtG1+nZrc0NXGFa5fRQ6oGV5+LzhCfLFsJzlpLVueL1mV1i+dO9OMdDB3h7X2NsehNUpbC+A3251UQkJCQkKGWkYchspjTTe0srBZRXEgvelQWaaYxcAYTz0UkNGq1+zSx2rQvH6frjoUHckRs4ga4wG3A+55rxubjWufzSiDx3ff0ZQTWgNXzvjulUQrC5dcwcEXCIHmyi9atXAf+Nw7kap0OnnStTTSGlqJCpyOxj30GizhOu6iNUKQtegkh837JsRK7SSImoiNugOajawvKx21D/GqLoqA9sXef5/BbvXz4H0BKAWbyAyEMcFFnP/3PURDgUMapMwOaCTwv/zEZqxccn2xP5Y+4aBzZpqRTgmWEhISEmqMWnjSS5ffYC/e+rFK51SlEDpNoVTVOVfpTy58aXBV7dD0q5rCghCquBHy0jvhLfrO0/rnelqXHlibv/RGKfcxQQudDtEZPqVNK8ErfGGQo0q1HNmnNjctWEVejw+SrgCy+0ee9JM/2Iw3XbHLWd08Rt3B586vtxPBLNPJk66Fke6UuqNKkqOpQmj1nxAyeK4veUwEnQ9aJJk2Xz5nOReXAdAQMja+gAxNTqipM/i8JL0SCvjwqVsIVQyP7CfWeNJ9cqlLtIctGTcA6nX75JUuKaYvNwc/Z/81a3By495CwfHJqx7GqZ/9fGl8qfDwUUX8WDLSU4BOG+nXzH2wFI7dSaMsExp12pN2ISSdq8oLh4xw1YcGnVslG59rzFjDQcd87UMyMx9n7Ro3lq+vYgRdc3ch5t5qBt1ltOX8YxYOtXNp///on4P/8gub8Ddvysb9v156T+k8MvjaonRIhlk3CV63M4UmTjohISGhPdyPLDaEYwuAx6y1ywA8lm8DwDoAy/J/mwB8MtT5tPGkO5HzuVVIPrvb0ZBVuUbfqyFvy9vzbdmfayzXcYL2Ss6vJ4ba8L2Sa94dT0Ua8lK1pEPyFb5qkIUPPrmf6z7GqjW0NyBfXnAeaUnnh7x1X1J/yZ3L+UppHd1XeT2hXCMcdVZ3KFHZ3wJwk7X2+Tx1xpettT9jjNmV//2gbOfqe1oWoq26aNiOUe2Ggda4xdg+5RdZe6WXP76YhbyQNtm3gEmvrGQk5Ku1vDYXpSINR+i1Fyi/tod+5FpiqX1bz2LV9oYh0gx07L3RjJrLyLkMZOgB7focZO1AWlSlB9gq6Lm1fVTTcE+8rrxcZDbTRZ/cuBf792wAAFwcWo7BvuYF7IIyQvN1ycjVVePVJIFTjDeQ4c0N9evz/b0A/o61O57vu7SMdEJCQsIkYp4xhqe3uM9ae1+LfRlln5fOmBZ0h6sOIWEy6Y9OLxi6+q8iS6tCb9A+VzUUDZIS8CkANIQUCbJtiB7h/bnydGjbvjnS9biSQtFxoKzA8I3nS30qP19XLg7X3LXq3fw4fb6zlmVtbnzusaZAGHltfEwZ6KPdA616OGHf1rNYuGdDEcwyuvYcVqzeqVZg0eBb0K3bwiHQXbqjNkb6/ke/VGvpXDchI8c4QrxhDHw/9tj+NT5UyvUkJH0RMsquB06sckXTmA/sWl7ooV2SPcmrcrh4bNdx2sfH01BVWhnioLV7wu9HyOi2Ok+fbE6LDiXMH7rb+cAPleCqowSvm5lCE92RkJCQ0AZ4plBjzHFkmUJ3AHjYGPN+5JlC8+aPIjPQR5FnCg32XxdPesHtf+T1mDV6YyoVHz5UXVz0vbaGXtdDr72yzfD47tKrqsuTdhW6ld6qnFOsEkQbOyba0pcOVIP0jimnNNDsWWtFeWOux1Wyy1epJOZz1sYOlT6L0bMTqqhtNKWNNh6/F6eGtpXojYnzA7j8xGYAKOXx0OYrlSL8ja0jdMfPvMHu3+VK8FnGZW+7JwWzuDhpX81CaaBbLaHVbumtTqk9CDFJh3yGOfZHqnGi2nz4mHQsRM1I48KNH39AaLmWtf7lXF8+k/24Pvzw01EG2yfRC0kONW40RAH46A4fPeCTG1aljvg+QkhVJDlxjlB6AboGV87uWcsOYdaX78HxP1kEAHhL/72l8Xx8uRy/I3THNDLSKZglISEhocaojScdWjiU3jPHVFYH1+iAdugOgi+oweX9AK2nDdX65nNrp8K4b6EvJoxczomH/2v9uTx9rQgv71/ea+ndyvJbMYt/Ia86pEZxtW/18+TQ3th8qh+fZx9a9L352Al8/r4v4D+843Ln/HkaVVc/wMzzpGtjpEMSPJf8DmiP7iCESmRNlvQuZLg6ofaQiKnZF2ukeWL6qgmWQvSHfAjPu25LSTJHfLuL3gjJxkJGMpSoPlZSpoHOja1FqcHHYRPVRKD7Ku8V76vK90yjuqSa464/M3jn7rOl87QHakhxMtM46UR3JCQkJNQY08KTJrjoDqBe6o5OQi6ecW9ItmkHIW+61QrZLrUJ0Hjddr3yu+gRriDwBeNItQagp3INvWbz+fAFLFeQkHY8ptJJyJOnNrGQCgl6wwGaF1N9ffB2Pnom5k2Ew1eZ3Zc3ZKZ50m3ppI0xvwPg15GFNX4DmeZvAYCHAFwF4CkA77XWnm9zngDc3LPPeHNolEIn6It2FR7yVZSD5lr8mPrKvKlr3NDrset4DCfM24au2xdwIo+5eE4yotl5/SVjOojm/BMcMreHpmCQRlWbF6E0tnJvpaHnhilYjXssy5fB+/cZvZggJX5v5o2PFN8z+n/gcON8jWZzqUkmzg805dLQ5lq6dyjnKR9B+V7Jh6/sJ/QAu1TRspE2xvQCuBPAcmvtj4wxDwP4FWRC7T+01j5kjLkXwPsRkY6vKuRCYgwnrcnIOoF2OWyXgdYgvTue1Ia3CcG34BMLLYGSJsvjmc6y43pY+bqx2ViHAZxavS3bkWts+Q9Wu7Z519GxZsN5+vCOwhDRvSrud1/5LYW8XT5GjORO6nk5aFvjsUPJi3yLmDSuvB98e93YbPYW0Z/fA7fckY8X2pYGWnsYP777Dhx8ojGvbL2g3Ma15sETLs1U40xol5O+HMCrjDGXA3g1skxOvwDgs/nxBwCsb3OMhISEhBmLlj1pa+0JY8x/Qhby+CMAXwTwJICz1toLeTNKw9dRkMfM6Y66cdI+71KTufle2TX4ghp8aH4NDntYIbja0FijaOZ6NVBU2URe/RsYwbqx2QUFoFX3bpIm9umUR3a8mY/mc1nVMxIVjemSPK7qGcEgRJKi3OMc7snbjqPU3gfpKWtec3PEZuPcUZwrjcch08rKa9G2Y49Rv/OX3g3kn/1gX39O1TXmns21s0qlSxEtLxwaY+YC2Avg/wBwFsBf5NuD1tpr8zZXA3jUWvuzyvmbkFUmwGVXvu5Ni37jv7Y0j6lAp+kSre8qhteVbAdwh1bLMeUxlywudL42Fk/yA5Sj0aokez81tA0Hn7izdEzLrOYav9PSRT4GgKbrDF1brCzP1T4kx3OFlst2ob5i4FrU5WO3Kx+dqWHh7dAdvwjgO9bav7fW/iOAvwTwLwDMyekPAFgE4KR2srX2PmvtSmvtysterec+SEhISJjpaEfd8V0Aq4wxr0ZGd6wBcADAlwD8G2QKj/cB+Kt2J9lpOqPd/qp40VogDl/0lPNw9R3j4RKq5P2gfeQFEv0hvUN6TY1Rg8jjK1ZnAQy8AgqQF4IdGyjRGbSfj1UsUm2fAwjP8C3992Kkj90TQXf4qoO7AkV8qgnXNWbnZW2L+QqqQXq2IbpD86Jd1cS1QB6fFy3prlZos3Kllx3NfYyX76kWNUvtpeTOF1xzCz4YPc9LAW3ppI0xw8jojgsADiKT4/WiIcE7COD/tNb+2NdPp6qFdwMxGuGQ0dbaxIRDx8IXtcfb8LF9iXx4W1/Gu9BcgOa8wjwzGo1NkWmUY5i3l2oJnh96dO25qGRTcu6+V3xf6HNVtKKyCdEjUusslUGx3yNXdGcs5H3R5i8LKMhsjFI3LR9a8oE0U+mOtnTS1tpBZLlTOZ4F4E1inZCQkJAQh0sq6X+nEixxiiLkJbe6gCjPi00VqrXhf8vXe/JeyCM+fXgH1o3NxsCzjWCGkc0ND4iojyrabTkWB3/9nzg/UKoYTd7X/KFsTeLU0DZM5N50AUX7XHiTu3pLi1UFHZBTHpo6Qnp/WgQibxOz+CbhSrDEA3NoXxUNcHZfGp8LKSZcc9BoHo1GyBD+vPnny+9zc19Z3o7RJ9ypTQf7+oGxcnkvfowCj3jfRbVwbA7O9VLCJWWkO4VOy/naVYJkX1h3QIU0Khz0RS8MI7bgWpHTOfvxNY7z84YVCZf8wbseOPKBQYZKGs6Ck84rXJ/epdcQlNdUzGVtPsa4uwQWjc+hGTnNCPNgFR7E4TLY/CEkxyzRN4Kz1WgnzjFrlFVsUJJ2jAcWDRxu/hz5w3pk86HSvaUHO/VLnyu1P/hE+b7efOwEsLkcOHRqaBsW5tXE91+zpmh7cvXO7LuAciRoiMO/VJESLCUkJCTUGLVOsFS1nFYVtEONhBbl2vWcfQEX9Hou1RexygQ67lqUkYh53Q9VUvGl9pSlpzRtMXnClJBHJkRy3QstwRI/HtIIk+KA655D8IVt+1KluhZw5cKe73OiOQPNCpmYyiq+9AaxCC3K8v0rVu/E/DxwSRaqXbhnAx5Z3Kv22Yl80jf09NhHX/eGqLZXnzye8knXWd3RLmRwilYUQNvm4IZMGjFNgaBxw/yL7gvwCP2YtXm6jLQMvti39Wzxo9QgSy65EuU3cdBiPnyumlEMSfJC0ZZSGaOpHLRzQkY7BN9Yrocv3SsKBJLfA8LRpSeiHkISVTMa8u8G8dFAxknLoCXXb+S5He+eUUa6Vpx0NyurTHXoOP/CxXjeJY9pLQs1Zrpiaiczkrn4a2o/77rGj3kYW5o8Wr5IE/PDdcm4RtdmYcmF0d0+ggmWD5G8VJl0SNYU5JB6Wp8OWmp3Y6V0rrBwLSyb/z/Y1x/VvphLX/NbgWzv0xmPbC6H98vFNqDxoNuHzHOlkPtTq7dhhEVvjqL5c+djuhIyNb5r1RdYT27cW3DS/B4M98zBaeHY8M/xlupr2tMaiZNOSEhIqDFqQ3fc/+iXiu2qHm/IS67qoXfS645JWep75dX4Xe518ddHwO2RcQpBBhnIttyz1hLYx/LZNO8Vq3cCaASryOMu7piOc3pj39azpfwd2rVpOSP4tnbNvuO+9nKusZK6VgJpuHpCg/ZWwT8rTnMRJF3kKqhA3ztXalN53dQvBR4B2Xfpl+7PogUv3nQXHlncq1JQ2jz592Sm0R21MdKtcNKdpEe6SbWEeMeYxT5fCLNmHOQCDTdsNx87gYtHsi+8lu/YraUtwxWd6Dufz1VmteMLSXxukgOmBab12+c0RSdKjbIWahxrlEN8sy+xlbxWPid+bT74xidD5pu/jPCTbeX8NQdAjk/3nr5P8vPXxgD0B7rroSblfPx8YOYtHCa6IyEhIaHGmJae9FQvAmpwyfK01KOaNyE9FNkPH0fzrKWHJj1johxk/3I++7aexVv67y22qSI3Qb7yyn64jIrGcnmTUnHA74drWy4saqkxfcErmjfcqYrZ/DzXtXCExpZzl327xtXau8b3qYAk1o3NLhQZjyzuDXriNAage9lSfkmQi5byXnQid8d08qRrY6Tvf/RLTsMraxiGDHQ3qYtOwJUQCIjL3zzvui2lV35N6kRGGci4YE4d7L9mDU5u3Fs6n9ov+sBx/Pfbf7/046LoMIJ81ZU/VIKkK8jAurLd8bYcPtmZj1KgMUoRg2ybkjW5sq9Rex8HX5Xj9hXR9RlZTWrn+x7Fwpd4S8JnhH1Oig8+Ko07GvwzfcWmzTPKSCe6IyEhIaHGqI1O2uf1VvWIZZFaiamkS7SoPKntBfwVuoF+rN9e9niaPMA8Hei+rWcxuvZc4ZWswwAuHgHWb28ktOFe98Wb7ip5e4N9WSKcRR84Xhw/qFwPR+Ehi9JIlECJvHLS7PqKmg6P727ytvi277X41NA2YPsc52s10NByE7i3SMdc3mDIc9W8fNK4U1FWrqLh7Wkecoxiu09Xa4QgaThJt/gWSq99treo8H3zsRO48bnHmjT5VfKeA83RpD7M1NwdtaE7pjsnHUIoeo0gFROxfbnKFmkKB26IaHye0xlA0yo/JcDhkWEE3peMKnRVx+bH+Q9Vi3zzKTbomng7KcnTxtSgBdZoagdXxGGI/pGfg8/IuiR48prlsZBaxVU0wKfCcPX7S/d/ECuXXO88Lr9nVXh0X2mxmcZJJ7ojISEhocaojSfNFw674SnLhEyTubioeb4xno8LWv4M6m//NWsKDTSgKx5kQAjXUd987ARObtzbFDCiQRaSlQoVuVCn9RPjGfP9vmARTdXB+/eFoPNtVyg2vyYNoesMaaP5eKEcKiFvk88HcFdeoe/S0aUnmigH16I20Fhk5GoeWnQGGpp311uR717JudPY9NYx0zzpWhlpAhnRyaxr2O1glnaMModL/UC8MpWmkkaZl6wC0BTFxytua/kz+I+K/zBlwiReHisWrby6y7Zaf5rqg1Mgcq7atUq6QSvt5aIGuEF3XUuo8rqPdnA9RAhaYJI815XYK0TDyXmuWL0TT/W9Brf8+e8AAFY+oF+3pDf49zZUTqtI+p/UHQkJCQkJdUFt1B0SkpJoxbPm54fOlRW9XcfoeOxcNI+Dl5ByIXYhZ93YbIziXEExTOTeW/GaOY6St0geVNnD21nSXY+uPVdSZpw+vKOo2DJxfqCo+q2+wq+9s1T00qe+4G3kdbUKHyXSlNtDfA7SM5WeNSldivOVqjVONQbCYdpavugm1c542UNtuta1rE9lfg39e2NMvt91Ha7AF2pH37FbxHjyrUj2S9/bQaCoxELe9QRbxB7YtRyjbRRrns5ot1r4HAB/CuB6ABbArwH4FoDPAFgM4BiA91hrz/j6IXVHK4mQqL00nHVRgIReXwH/K6wmH+OGUXKXK1bvxMI9G0o14+RY8rVdS2zfScPp45Fd85P7WhnHxdm6gmmkekPL96wpY+Q8pRqFxgpdRwwn7QoM0ooluOZE+32qGZeR9knquCEnTtqX7IpDfh+1udKcZlrujnaN9AMAvmKt/VNjTA+AVwPYCuAla+0OY8wWAHOttR/y9dNKgqUqRrhdvrmdKjChLHgxSd81r0v+WAmhRPvXPtvbFOrNq2JoYeOuRadW4Av5DsHHr2pwRTjK8UNFBrg36DPSsn3I8PE+fMZUu85QpKXrenzyRNf1++brgqxq45M9AuX1AblGQuPR2J1YOHzT4mvsVz/ykai2IQ7cGPM7AH4dmaP6DQC/CmABgIcAXAXgKQDvtdaed/XhQ8uctDHmSgBvBfApALDWnrfWngVwK4AH8mYPAFjf6hgJCQkJdYYxphfAnQBWWmuvB3AZgF8B8HsA/tBauwzAGQDvb3mMVj1pY8zPA7gPwCEAPwfgSQB3AThhrZ3D2p2x1s719RXypF1ec6ysrh1PumrekFi4qployZik2oIjJGGitKQU5Ud8uCsKL+a1vFVoXpgv50SsPMvlUWr5pbXzY+ZCx7XPoh11h28s2ae2zxfEJPdJuCgvvs+lHgnJCX11LQnyLYarhjikV10nTzo30hPIbOD3kRXBGQGwB8B8a+0FY8z/DmDIWvuOVubazsLh5QDeCGDAWvtVY8w9AKJjVI0xmwBsAoDLrnxdSxOQBrNbHHQozLwVSPpDlteSZahkiDUHX8ArfkT5IsyNzz0G9DwGMAmeZqDlj8nHPbqMosxeRm3p+DpkBs71ih/ads1DtovVDtM5MVwxnStD2H3zlEZOq3Xpg4/SoPtIYeaagZ04P+DlerlhDmmuiwfOWt1oy2uVDyetkC6/nxPnB4Ch8rx8NN4kY54x5gDbvs9aex8AWGtPGGP+E4DvAvgRgC8ic1jPWmsv5O2PA+htdfB2jPRxAMettV/Ntz+LzEi/YIxZYK193hizAMCL2sn5Rd4HZJ50G/NISEhI6CZOezzpucgo3iUAzgL4CwDrlKYt27iWjbS19pQx5u+MMT9jrf0WgDXIqI9DAN6HLFPQ+wD8Vatj+FBl4TDGE5ZKEX5uO2O3Cy2HAwd5QuShDPdkCy/DPY1FGLkYKAM6AJbsKPdWqnh8hHVjs7EOA8BYYxzN+yw8b5xrOp97SzGSPQ7peZJkzrf4JRcGffd63djsUlFgl2TPNT9+H2NzuYT2FxTBkNubdkEe06IzpafM75XMPSKL/vJ7Me86YFhIAvk1+SI/gaxw7mD+Pb4FH3Re0xTgFwF8x1r79wBgjPlLAP8CwBxjzOW5N70IwMlWB2hX3fHzyCR4PQCeRbaqOQvAwwB+GtkrwC9ba1/y9ROr7vBxzprOWYaZt8JNj2w+hJfP3FbaN9nSvlaUFT6FAacgTg1tK6k/KBG/r18pKwtxwgRXfmlK3nTxyPJoyZYPnH5wJUnyXZ/WT2gcuS8EF+fse6BomnON/wbiOGkJjaMOJevi89SiEmVOaPosfOW/QgqSTkjwOshJvxnApwH8b8jojvsBHEAmqthrrX3IGHMvgK9ba/+4lbm2Fcxirf0aAG3ya9rpNyEhIWE6IF+P+ywymd0FAAeR0biPAHjIGPMf832fanWM2uTuqKLu6GZej5BCRDs2mWhXr0wej1w8dHlI0uPhuTu0yEmf5ys126NrzxXBN0DDk3YFl8RAoy/4MU09Iz3vkHqD96cdl4tlLviuS841xvOWwTAhnbLUdHNoibl8dIpW8krTjFepNM/bdjqYpZM66W5jWhhpDdKwhiR4Mcfl37HHuw1f9rJ2qBBAjzyT8ir+Ki1rGIYMjVaBWo7Njf7+a9Y4oyVDcNEPPIlPlag/35xd47rUHNo4sg/NyLnm5srGF/vQDFVSl4FAEiFJqLweWbHeNz+ZXVFGfs40I50SLCUkJCTUGNPWkwbcgSYxwS/yHNlO0h/aGFof3fa0ef4Evi+EWI8K8Icvc09aK4Lr86xDi5gy17XmLYZyPGjX6vNOeXtVHeJoS8flHEOLkj4teIzSxHevtRSz7YK/5dAYQDMdomnkOeiNKmZOrjwyie6YQrRqpCVCRjvWSPv6nQo+WjPMvraSvqiaZIhvS4Si6KTR5WNJSGWJzG3tKv0Vq1jwURN8vtp5/FgoQpJXVg+1dSE2wtB3ns8wux4oVQy59oCkfZef2FyU0gIafDKB7k3sWohGHRGe2/HuZKQnG50y0oQYb7aKHK/qwmUVo9pphLxql1FyGWdtAYgQ4xntv2YNTm7cC6CZc3aFIbsS18caFFfmuZhIxpA36zOmPk88xmCHvHQ59xA/rsH1AI158MUk5Y81ukC52opcC1k3NhvXPpsF6cnv9EzzpBMnnZCQkFBj1DbpfwxcZeNfPhMXXRiLqoEwU+VFa+NL+ZL0ZtaNzQbGsrwaAJqSyrfDbWae16GC0pg4DwCHWOXxTD1AUY/7AKzfvhs3L2tUJtci+lzbNKYvarEVdUeovezf56GH6BZ+vEoOEtmfi+ZqJ/+F9JIHId7AxtyevIsi4n2f3tWQ3J0a2gb031u07VSq3OmIaWmkiW5wJymKr8Li6lsaZX5OHYoJcHB6RXtA+LjM4R5/sVa5r/RDhR5WTTg1tA3P3/tFrMBXAGS85QXsavSL8lwzYz6CRxZnr7mDi8MRfS5DTXP1UTmyvUbfaOeHZHL871iDH1oTkDK0kHb72l29GNncLK+kByKQ0U+uhdmQrprmwOfJ6QquFSc8vvuOYr3h6NJ8HOX6BnYtx8gTd4K+KjPZQAOJ7khISEioNab1wmFMdKB2nENb5PNJ8Fz9hSqwdBoyAVKsLE8mxYmJqouV1ZE3RAt/tOLPFQAXeneVzucKj1nLDpUCWbRAGy0ikcOn/oihR2R72eLRtT0AACAASURBVHfMYqlrsdL3RhBaxKS5cllaKH2n7y0DyO49RXue3Li3qdyVPC9ElcjcHPJ7KXN5uBZkecAO0Jy7uhMLhz+15FX2nw9dG9W2E/mr28G0NtIhtFs2S/ZDiFGOdLI4gPyiV3kQVIl448e4IZRyKllMlSL6KAKRJ2/iUWayAMH8obtLZZO0uQDuBPKuubsQY2hilBwu+WJofNlWQ+hhKTXlUr88a1n22Vw8srw0Ry2CUGZDlHJIDo0G0ULouWH10UFk0LXI2RA9NdOMdKI7EhISEmqMS9KTruJtVvV6Q/THVGikZfkt1zEOHkEoPVmO/desKRbyAODlM7fhD76u5TRvBDBwOkVWjeFBD1qQS4z2toqOWQN/S4h9jedz8+mwqypDQrpnbR4u8EVBoi5CXr/0gEOIVYfQ90qORxGM84fudpbgorc3l3prpnnSM95IawgZ7pCEb6oTMGnXHqMMAHSD5ItS8xmlFat3Yv7Q3cUr+COLe7FubHaTMeHg9IcrZN1F1cgfc8hgxwRy+B5i8iHhi17UUNUgc6ProzV4e22+2hihAgGhzIAylJuMvgxI4Q8DaaRDNAdhphnpRHckJCQk1BjTUicdgsuLjllIrOpF+1Qg3YC2kMih0R18nxbeDTQ8pZBHpXl/Ls8680BHsG9j9oo7vH0OVgw1ckpnYwovlnmt2kKXpvagfSObsxzMDY/ar1yRxVo1j5q023RtPp2wz6OuGsbNF1e1eyE96GIeY+Vxef9yjNBnHUJJI41sEXBeHgy1Yih7A+GfwWBffzlp0rh8C8rosmFscS5Wz0RcknRHt1FV7dFpSA5a46RjuGgATbIr+aMlY7GeVRvnP3aeFY/A28oxDz5xZ5NaQ8rCOL0Qk1869HrM74mPYoiVG/qi/WSeE18Cqxj+3Jd0n/bLttqx2HF8/cfk4pC0ho8qO314R7F+MdjX73SuupG7I9EdCQkJCQkdQW3pjiqqi9i2reST7uT43YBrBdyHwb5+zB/KPJ1TQ9uKSuG0vX77nMKzotftwT62ILSWUxrNCoF9WzPv++AT2eLhvqLtHAyisWA0MZZ5miWPjykChsd3e4NbYr1R1z2Rmea4DlkDbwc0e9YT5wdKldGlJxtSc2jb1J9WFJb/r43ng1z0lBXdqW8XFXT68A4MHC4v0vIwdMoFo/VZzPe6LY0FR5wr+uK6e2Dqc+FMNdqmO4wxlyGrjnvCWvtuY8wSAA8BuApZccb3WmvP+/qoSneEqoNXQasGdrJzTFfl5Fwr5XI/KTA49cADG0K5qH30R6hcklQqnNy4t0SHyKTvGrRXcHmN7SSICtUJ5NcREygTG3Xo46+B5hqGrvGrBtrwh70vd7gvCMWF04d34OjSE6V9mopIG2seM+idSB06neiOThjpf4esYviVuZF+GMBfslLmT1trP+nrY+nyG+xH9zzalufcqt6Zzmk1rLtTUY0+xHDOfL8M/faBvEkOHvpMPx4yvryuoaxFR/uIx164Z0NJY03gHPVb+u/1PoC0wrHaNWj9y2Ohc2ONOZebrVi9s0mi5zLavio4MWHhofa+ufq4dOpPGmltgdr3xibrWcp58uuhosSuwhB8vryoAtAZozmdjHRbnLQxZhGAmwH8ab5tAPwCgM/mTR4AsL6dMRISEhJmMtrypI0xnwXwMQBXAPhdALcDmLDWXpsfvxrAqLX2emcnaHjSHNOFE55qxFRiqZIvQkaK+Tw2Umu42pBXTZ4meU9cMcLnJr00+VbDq3gQqtAxIQohFPWn0R/8zUHm0eCIiWrUPG8X5RMKKvGVOIuB/N5oOZ3l53N06YkieIXA1R4+6ojfR6k4oujDm49lVMllb7tnRnnSLRtpY8y7AbzLWvsbxpibkBnpXwXwP4WRftRa+7PK+ZsAbAKAefN737Tz0YmmMdo1vJOdmW4qoF1j1RJaroRGQNwru4TPwJOhJnAj7pNhASjxktrc+Bz5cWmIXcVTXfPl4A8ZjbePuT8++ELWZcZBjpDkMtZYVy1yrOnW+XjU39GlJ0pUiCZXJLgiJanPmSbBa0fdsRrALcaYdwH4JwCuBPBHAOYYYy631l4AsAjASe1ka+19AO4DMk+6jXkkJCQkXLLoSDALedL5wuFfANjLFg6/bq39Y9/5r1ywzN7/6Jecxzshk5vu8CVR8rUlyIXAKsVauffr8xrlNlEncqGN+qJ8xjx6rqlCB1vAilkM1bxmXx4S133i8L2ic1Qp5hryFrX5aMekpE8eJ49b+05wCoMWmzX6icPnsftygcS8fXFVj+873olq4TPFk3bhQwAeMsb8RwAHAXwq9kQZYu0zwlWqd18KiA0Fl8e0UGCgIW8bRH/TqrzkZTPuOD8+Xp4X/1GvGi8b/INPAPtW78QpZPTAiqFyQqX12+cAzz2GfUNZNXFsn1MyylJhEJUljoVFD/fk1znuPKUECk2WWfwIoYyBknPnfL1PjwzEJYMaReMzyoyqn84Y7OsH+txGlUK2AfrelPuISdxFOH14B1Yp943uBWnxfZnvuLaafwb04L6UaUsfOmKkrbVfBvDl/O9nAdzYiX4TEhISuoGFV7w2mqe/BR/s8mz8qFXuDu5BT3awiMRUj+9Cq0EtHDyogCiHJ3+wOdv+2c8DaM694PtChxb7CLK6iNRYy8UmAlcIaJ4Yn6vMA+LLTRKTD9pHf/B+CKR4ccHlMWvXLvXhWqCOr++qyo4q9IiW81nLjcI/a7kg7cpzErq+TtAPy25YZD/xubui2nZiobId1CYsXEtaNFmZ5TS8Zu6DACZfGRJ6rau6+q4Zncd33wHkr5/rt8/B4OJeDI+/J2swnic16tGj9jSjJg0xnyNXIQwja1f8GMf1zHL0Gi5lX6t6RkqZ02QIsuR796Ec9n5qaBtOoawm4YZjuKe5RqKWg7noX3Duq3pGsr49kj8XJ03j8mvn16gZLf7Qkg8YOa52vFli1198RoAeHVnKMOigUvi18s+aKtMD+feCnT+69hwmxhoGXT4QBvv6G+qOKfZsJxspwVJCQkJCjVErumO6YKoXKlvJrctfK7UAE+4dAo28Gy6KQfZJ0FbmZTpK1+KmKxWoDEbxaYmlEiVEf3BIDberMrh8hefqEV9YNIfLy5ZKlFAot+zPlWODNOZ8fjKk3XUu0JxuQC7mEdXhopPkZ0VpSvmblnwjk9VdCJ1QdyS6o0VIHji07Tq/2wZ0KvJHuygQzehx0I9jxVAelDGE0is6hrL/itfw7fR6mhuAtc0G02U4iI6g5O0E/qqs5yHJjo9CV2K4gm2Ge5ppA66uwPY5pbwjdGyQccYljvyJc1g31lAkDPfMUYNTigfa6rNYJYoU+JQk3DBrDxigWU1C2QrpgSGlk8X3ou+Q+rk0OOMdGBXfE26gZQY/AJh3XePv4fFsuxhDoToG+/oLBQp9RvT/iqGzxXcNyINbmPpEU/EM91Db8sPllvLX65JHbTzp+x/9UkmCx41yHRbuQnPhx7shF3IZ4hBHLb1d6U3KBEoyYb/WjzxX8qwyGk56XyGE0ndqmfRofG2bPDHyJvn2YF9/kRrTVbw1Fq6w8di+pNcPNN5oXF5ybERgM6fs1tLzufjmHePl+1K/cg9ZetFaX/S9mmmedOKkExISEmqMWtAdvXNfBcDtrUrPWmujte8kQv1129vX+EG+7QJ5nlzxQPsBAGPZ3wefyA8oKoAD33kGw0uyHFncs4oJFMk+i8wDyrwlt4zMJSFzeWyDfVlSfJckjl6/qe4etW8EceQ8buGtlhMmTSj8tZawyVXiSv4ditbkKKgIoXzh86D7ySHvrfwseQCLBL+2a5/txcjmQxhE+XxfnhPtjUfeP049yQjSIr/4sUN4ZHFvU38Dh51Tn1IYY+YgywR6PQAL4NcAfAvAZwAsBnAMwHustWda6r8OdMfS5TfYi7d+rNgOJfWf6oW7dtGN+fvCdTVpFl/88kGGhQPuunoU1u0DT5IUCkmPgS9HtBbiLvvXEttTtjUyFDL02pdUKBQ5KBGb71lDTIZD3lZC0127trVztbBy3/dKLjwCzVnytL75+UD96A5jzAMAvmKt/VNjTA+AVwPYCuAla+0OY8wWAHOttR9qZa6J7khISEhoEcaYKwG8FXn6C2vteWvtWQC3IsunD7SZV78WnnSMBM8X7DKdvWogLnmSjOySkPkufDk82vFUQ96iL6ACKMvUpLxPeu2ycngoyi424ZFrjrTfFcFI8kKZ26Od1KS8HylfrCK1JK9aLgzGSgA1eWMoGpPj5TO34Q++vq7Unxy/itevXQuhEwt5nfKkjTE/jyyb5yEAPwfgSQB3ISsnOIe1O2OtndvKXGvBScdAM8qXSpIlX5miqufL86TMjRAKL6bX0aNLy6+vIQOt/Zj5K31Jpra2+RV7/hDTHQ/dDYArT8qr/JoRq5r/mvS6pWvL5zUxVtaUT4wNNOW0dt0Dee2++QGN+ys/f/nAkNSMK1qTtn2Gls9VFhiWn2XoewI8XRpbfu9oHK7b5oaYZ+Cj/6Xz0kp8QIcwzxhzgG3fl6daBjIb+kYAA9barxpj7gEQV7suEtPGSCckJCRMEU57PPfjAI5ba7+ab38WmZF+wRizwFr7vDFmAYAXWx182tAdHD4ViLa/HWia5xivvVtVYTQ6o5380oD++k/7tKg0Wc2bg7cPKRokpM5YBnCQVyvn64oAlPj3N4yWtqWmnUdGyr45QjpxAr9Xs5YdwsUjy52VS4Dyd82VrCiWWtHoDA2t0mDy3InzA7j8xGYs/vHnS21CC9q+nDCuseqWYMkY8xUAv26t/ZYxZgjAT+WHvscWDq+y1raUdGRaetIy7zTf12loBjBmrG4Fs1C/Lu7SF5nI29Jr6uO778D67Z4fhRLcIhMkcSO3f88GDFKF8LFq5bZITlcYslz+VWw/cScwvrv0kCBZHYAiQY87MOfBEneaRdT1M/62nJOaIt6aHkbjbD+TIEqDPuvYIZwcagTKSGif1eO778jmfl1z3uoqwTGxyo9QG/nQkHQJHV913RZgyfWYBz2025XxsKBLWASjTL5EtAplbnwFNgeva5IxAGBPrux4FlkZwVkAHjbGvB/AdwH8cqudT0sjnZCQkFAXWGu/BkDztNd0ov9a0R1V6ApOOYR01VX6mu6ga3F519qqv5Ybw5Xox+ehhV7PXV61L2GS1o6Px701QFeE8FdqHx2iKVd8r90U+CLLgZ3cmFWakdpy6WlzNce867Z49ehVoak1XO3oeCkXCPQUA65F29B9I/joHEKoyG6d1B2TgVoZaULV4BVX+0tFoqdBGmFO/VAubB8kFyiT/PuymfnyekjE5H7gY2tcKjfCWp8xDxAap4rho7nwKDmZ54RHKMo6kPIYN+jyOmR2QglXMqYYjj90jRqqBhaF1BdV8qCH+uqE0ayyDtaJ4Jl2kIJZEhISEmqM2nLS7VZmmWwKQ5b+4mN3Iyse74+Pp40lq0ADzavptEgGNHvRIfA8IPIcLSsdHddyVa8bm10qSLpqfKTYXtUzgv3XrAGeK48vtcIafcPn40sPWlqcG6cw9zuKY/u2nsXCPRuy80itUeTmzjxlrkZZ9IHjAIALef9FGlWgOI+wcM8G4LnHEAsZSi7fFEILjVoeEnmcoIXE8+NaHhEOSbMNj7u9dFc4+BTqpKcULdMdxpirAewGMB/ARWQC73uMMVehYmIRmaoU0CMMfYgxyjOB/nBFG3LJFzfaLl6Qv9K7fpxyLI1T1mgTX+pReQ43akQvyPJVPsRGIfrauoJXNA5aUhp8/lLh4SpKQMdC0ZscRAvJCM4qD1zfZ+My4pxT11LRSgPrM7ix0ZYzje5ox0gvALDAWvuUMeYKZOGQ6wHcjoqJRSZDJ13XwrLdgmthxxXW7UtCFLuYphUT9Y2lIWSMQpVWOIcdU+zUFboeg1ND2/D8vV/EilNfKcbznavlmo7N1+y6L7Fz1Yy+ZsBDD285HuWElp4y3VtXwi2f0db4az7fV2zaPKOMdMuctLX2eWvtU/nfPwDwTQC96GBikYSEhISZjo5w0saYxQBWAPgqgDdYa58HMkNujHl9J8bgqCrRiz1nOsNFdxC90ahdWC1JUugYp1Jk+SVX7ggam+gKVz4JguRVi1f6tXdieLzZE21UXskiICmHNob8igc65lKPrBub3URfzD/1Fcxalt3viSPNkjz+9wSjO7R5uCLwXAhVpdGugUO7D1VSrY6uPQfsKtcfbAp2ceSAdtEgfF/MfGcC2jbSxpjXANgL4Lettd83xsSetwnAJgC47MrXtTWHTiwSTiVfXZWK0RYHZRY83hboL5ITDeb7pWwthvMkcEOi/fhj6YyDeQRhCE01C1efLY7xxPynD+9oMgpS8jbY11+KEuTXrnHmfM7DPRCLfTlnfaRcmkzK7jg4z+3TYMsHXEjeKB9kclvKJPlCsW8MH4bHd7M6iHppLxlqH1O8QltX4ffiFrQUXT1t0ZYEzxjzCmQGeo+19i/z3S/kfDV8iUWstfdZa1daa1de9urZWpOEhISEGY92Fg4NMs75JWvtb7P9H0fFxCIaiR9bGVw7HhPM4jp/sqR7rXrurtVzfpznPNYWgqom0uGoUg1EgtQHsdFpWrKng6LSNz+u3Qtfwic5thaUoykwOKRig6gPALh4pDEfGagiIzlpfF+lFp8KxhWEJOEq9SVBn5Nr8VJGNGrH5dz5WwopQXw5aKRn3cnKLNNp4bAdumM1gPcC+IYx5mv5vq0AdqADiUXa0Ulr+aZdbQjtaLJbQasPAvmFJfAvOE9KTyvs9Foak1AnpmYi/R1qz3/IWta8ifMDGMW5UltSZwz3lOd78Ik7vbSMdl+4YYwtUcUlfvsAYCiuPdCgPpr257mxXYjlgkOSQl/dRF8/TQmQoKs8ioyDaP4s+XcjlN1u4HD5ocp11tp3vNNxBtMJLRtpa+3jAFwEdEcSiyQkJCTMdNQid4dWiFbCRWnUAd2IKIwZEwiX24rVKbdatqlKxQxXAibfa32M2oND00m7kvqE6AQATeW85MJgVcVBLIXhKhAsc6zI8zh8XnUrpcVkcilfEeMQLaZFxWpzoLb8s+tEPumZQnd0HLFRhnUy0MDkvorFPBC40XQpNyRlEYKmHhnZfChooH2Z8WQ+5hWrd2L+0N0YeJYFQPQdKkngNIkcobjWvAzU6V1ZXuKGAXCXgooFRRkCwMUjjchMoDl/te++S8RWb5eVyV3BMVUiLX3zkxkKaX6cogKaS5pp0Yu+7xkPehk4XE5lMFPDwQkpwVJCQkJCjVELukPLJx3yquvmTU8WXDkPXGG2roASeX5onFbpEAmeBMiVCIkXvZXeocyNATSCV4DyazMpCCT9IeGjU7inTFSHVGlw71den6syiYueCH1W/Ji8N62kYY2hfPh8XWH1rrQC0tMm+N4IXeXeZmpYeK3oDg5fsiV5/FJHlZXuZmOtG6VW8wRr2c5CBpz/cEs1DHGuoDgA9irPaIlRNCiRVT0jpag9al+uUt2o/k1zKYwoo1Y4mu7FWONPmSxp4Z4NmMildaeGtgFDGU0DZHSHFiTCIY0zl/TtQxYRqkGjIXiEZygXSBM9okRqhvKYSNkeV3jERkry74ekznzzKL4LMxC1MtIuwys965lkoAG3Fppv+1BVI609FHgdQK291laOTX9zzzPLbKfPl+bKvTJphLLQ8rK3FusdapBpW6VhunhkeWnhcNayQwVHjecea+JieT1Ivk19cg33qaFtJaNVNTScbzeFiStGma6XID3jUJGEGL07l9z5vifaOdp3ZyaiVkY6ISEhYTLQO/dV+GhkbMS/1RP5TRpqwUkvu2GR/cebdxXb3eKbY6L8quaxngxU5e8kZD7pUFpIuV96xrFUiev1mefa4NIqyXtq42icL/f2Th/eUXyGr5n7oPfaY+Yt81dLLNyzoYgs1FKn+iD7nj90t1oEAQgn7Q/l3Yidk4sT1z4jVz4XIPw9kzi69ERpLUKb083Hsmrhl73tnrY54qXLb7Af3fNoVNt/+8arp2c+6U6iaj5piem2iKjRFbGyuiq14lzwUSWuRURtvww9l5CLW1pbzRD46AoZos2z6FG7f3/DaNEmpt6jnEtIly1laZxXXrhnA25k1VVcumNacOR8tlyErPKKLznnqg8MV38+ox27yEnw0XYUwg+geFjJ699/TRYjN9OMdJLgJSQkJNQYtfWkYyqEd4sSqZtXLj0O7VWyal24GIWIq28J18KkK4JPJjwKedKu/jSvlwdN0GfpWsiMHYdAXvPz934RALDgjrc3pSMtFhEB3JgvJFKfVWRyPo8ecNMXsTUNq46//5o1uEg1HSPgikh0JVjSvmPcs+bjdiLicDp50tNq4dCXBKlTodndNtDSyMaUDwqpOyR8cr2QwZXHXWW4gPjE9PwHJhMe8T7JMLi0toRG/UW/5ps+y9ise3Q+SfrkeSQBXP/Se7IduTKFh42f3Li3MNT7tp4tSepkhGWW+MqdrVDOeRTNWusqxjrLjlg+zq/NN49ZX74HNy65Xp0Xtee6cIL8bBvFJ7LvFV2/LEw7PL4bg0XGw3MYRKPvV2Czes2XKhLdkZCQkFBj1NaT1jxan5f78pnbANSLpuBwifgJsQuJsQoFrYRWhuZ8CFUpDQnXQh8FXMi8FFwpIINbtP6kd0ee676t2zB/aHaT9pjQuCY3rVEljwd5sxNjDS+15MnSW0K+cDjIUqtqVEOmbCnPRc5HBp9IzXgoPzQ/zvNhUH/8HG1sur7jf7IIE0MDXo9betHrxmY3BfcUb1LibWnd2OxSPhCZwhZAOafLDEJtOemqmC7BLjHZ66okUApJ6DqVnCYmm56rjS80WhqaUP+hatz8vJhwd95O3vsY9Qo/Lo2+fPBWuYfcePFrC6FKtjsfn0/X3k5/2nEXr66FuPN7cO2zvTi6NJPgdSIsfDpx0onuSEhISKgxakt3VFFZTGUR2aoIecmuyitaGyBMnbiUILE5lrX9vsUtfrx4tWah0dzjKhIYDenXqdER2is+qSsmigRIu/Nr0yvHyLcMFxXFF/Zc4POT3mK5Qk65fegeSpBawuet+vJshOa/bmw2Vo2PsEXTcrvQwqIWVKMltHIlaJJtuFc/svkQHl+9DatKRYBnDmprpEM1CrW2naQ8QrSEhJxr1fOrwsdZa/t8Rh3wv3ZLQxd6RQ/17TNUMUmC5HGZlH+wryH90mReLsWKL/cEbxsbxBEKTuG8q9aGElIV2+h3Pgj5g0+OQfulUeTzHl1bVlBgbVwFeV8bnleF5sLnxx9oND6QUzxjKOiNUaAUtDTTqoVfkpw00DmvutNVV9rlnF19uM7RdNWdhBZF50tfGdL++kKNXRGBBB8XrUEz1rx/mchezkuOK49zo6RF8PG2WlpV3xgS2r3RPOvYflt9gMq2roeELxKV2jTkeneWDHripBMSEhISaoOuedLGmHcCuAfAZQD+1Frr1M90wpOWqGPkYCchy91LyFf8dtQe2iu+hpgSUFquDtlHO7XzgPhoyhheWLu/Pg4/NtgnpDxpJTeGax5AOdKTwzcGT14lPV9ZgKGp2rjDs/aNzb8/PPCFjwEAtyz54IzypLtipI0xlwH4XwDWAjgO4G8A3GatVS2Ey0h3m9edSsQWkvW1qTIO74svFlb54RN8RnrWskNFgqGYvjVZVmzCJsocRwuHxFtWKc7ro1cAfzIql+GUFAaH62Epxy5r25sRSlzF+6T2QDON4qJ05PmuMQhk0OX8ZVg8h5y/pHpc9RtnWlh4t+iOGwEctdY+a609D+AhALd2aayEhISESxbdUnf0Avg7tn0cwJurdnIpetCEGCke0H4winxdp7+LmnN9/v6l5+3Dqp4R4LnGtsz17Fo84wh5tnwxataeQwAONUUgPr77DgDAW/rvjaI35Ni8Hcn4tD5c1+HzTmXkp2tO2bnNtIu2UEv9yPlwCaErzeoqMR+OpmRY4+UAEw7KS0Lzm3edX/3hC87Rqs1w9UdSd3SiU2N+GcA7rLW/nm+/F8CN1toB1mYTgE355vUAnun4RKpjHoDTaQ4A6jGPOswBqMc86jAHoB7z+Blr7RXtdGCM+R/IriUGp62172xnvHbQLU/6OICr2fYiACd5A2vtfQDuAwBjzIGp5HwIdZhHHeZQl3nUYQ51mUcd5lCXeRhjDrTbx1Qa3aroFif9NwCWGWOWGGN6APwKgM91aayEhISESxZd8aSttReMMb8F4AvIJHifttb+bTfGSkhISLiU0bWwcGvtowDiNC457VED1GEedZgDUI951GEOQD3mUYc5APWYRx3mMGmoRVh4QkJCQoKOFBaekJCQUGNMuZE2xrzTGPMtY8xRY4w/L2TnxrzaGPMlY8w3jTF/a4y5K98/ZIw5YYz5Wv7vXZMwl2PGmG/k4x3I911ljBkzxhzJ/5/bxfF/hl3v14wx3zfG/PZk3AtjzKeNMS8aY55h+9RrNxl25t+Trxtj3tjFOXzcGHM4H+e/GWPm5PsXG2N+xO7JvZ2Yg2cezs/AGPPh/F58yxjzji7O4TNs/GPGmK/l+7tyLzy/zUn9XtQK1top+4dsUfHbAJYC6EFW/2r5JIy7AMAb87+vQBbCvhxZZuPfneR7cAzAPLHv9wFsyf/eAuD3JvHzOAXgmsm4FwDeCuCNAJ4JXTuAdyHLWmkArALw1S7O4e0ALs///j02h8W83STcC/UzyL+rTwN4JYAl+W/osm7MQRz/AwD/Tzfvhee3Oanfizr9m2pPekrCx621z1trn8r//gGAbyKLkqwLbgXwQP73AwDWT9K4awB821r7XLBlB2Ct/WsAL4ndrmu/FcBum2ECwBxjzIJuzMFa+0Vr7YV8cwKZzr+rcNwLF24F8JC19sfW2u8AOIrst9S1ORhjDID3AHiw3XECc3D9Nif1e1EnTLWRFqJ/CQAAAuRJREFU1sLHJ9VYGmMWA1gB4Kv5rt/KX5s+3U2agcEC+KIx5kmTRWECwBustc8D2ZcWwOsnYR5ApmfnP8LJvheA+9qn6rvya8g8NcISY8xBY8y4MeZfTsL42mcwFffiXwJ4wVp7hO3r6r0Qv826fS8mDVNtpI2yb9LkJsaY1wDYC+C3rbXfB/BJAP8UwM8DeB7Z6123sdpa+0YA6wD8pjHmrZMwZhNMFnR0C4C/yHdNxb3wYdK/K8aYjwC4AGBPvut5AD9trV0B4N8B+HNjzJVdnILrM5iK381tKD/Au3ovlN+ms6my75KSrE21kQ6Gj3cLxphXIPsS7LHW/iUAWGtfsNb+xFp7EcCfoAOvkCFYa0/m/78I4L/lY75Ar2z5/y92ex7IHhJPWWtfyOcz6fcih+vaJ/W7Yox5H4B3A9hoc/Izpxe+l//9JDIu+J91aw6ez2Cy78XlAP41gM+wuXXtXmi/TdTkezEVmGojPSXh4zm/9ikA37TWfoLt51zWv0KXkz4ZY37KGHMF/Y1sweoZZPfgfXmz9wH4q27OI0fJU5rse8HguvbPAejPV/NXAThHr7+dhskKVnwIwC3W2h+y/a8zWa50GGOWAlgG4NluzCEfw/UZfA7ArxhjXmmMWZLPY3+35gHgFwEcttYeZ3Pryr1w/TZRg+/FlGGqVy6Rrc7+L2RP4o9M0phvQfZK9HUAX8v/vQvAnwH4Rr7/cwAWdHkeS5Gt0j8N4G/p+gG8FsBjAI7k/1/V5Xm8GsD3AMxm+7p+L5A9FJ4H8I/IPKL3u64d2Wvtf8m/J98AsLKLcziKjOek78a9edsN+ef0NICnAPxSl++F8zMA8JH8XnwLwLpuzSHffz+AO0TbrtwLz29zUr8XdfqXIg4TEhISaoyppjsSEhISEjxIRjohISGhxkhGOiEhIaHGSEY6ISEhocZIRjohISGhxkhGOiEhIaHGSEY6ISEhocZIRjohISGhxvj/AZiYht5RUOz0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21f2206b710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pcolor(band2, cmap=plt.cm.Paired)\n",
    "plt.colorbar()\n",
    "plt.ylim(ymax=band2.shape[0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center>图7.5:使用伪彩色的二维图</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们将使用band2数据来绘制等高线。因为`band2`数据由很高的空间变异形，我们将首先使用中值过滤器过滤它。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.signal import medfilt2d\n",
    "data = medfilt2d(band2,kernel_size=7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`plt.contour`用于绘制等高线。默认情况下，它不显示轮廓值，为了显示等高线标签，我们使用`plt.clabel`。图7.6显示了等高线图和等高线标注。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1df56d77b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "CS = plt.contour(data,10)\n",
    "plt.clabel(CS,inline=1,fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center>图7.6:图形显示等高线和等高线标注</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`plt.contour`提供了空的等高线，即在连续的等高线之间没有颜色。我们可以使用`contourf`来绘制填充等高线图。图7.7显示了填充等高线图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1df5436acf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(data,10)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center>图7.7:使用contourf绘制的填充等高线图</center>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
